{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个作业里，需要手写一个跟tensorflow里面的conv2d类似的卷积函数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了保证更好的服务质量，请留下作业完成者的基本信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:29.188462Z",
     "start_time": "2018-05-30T09:48:28.155066Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.14.0\n"
     ]
    }
   ],
   "source": [
    "# 声明一些用到的库\n",
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "%matplotlib inline\n",
    "print(tf.__version__)\n",
    "# assert tf.__version__ >= '1.4.0', 'Please upgrade your tensorflow installation to v1.4.* or later!'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读入图片，因为没想到怎么把文件跟ipynb放到一起，所以这里只能将图片base64化为一个字符串直接放到这里。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:31.310610Z",
     "start_time": "2018-05-30T09:48:30.801007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'PIL.JpegImagePlugin.JpegImageFile'>\n",
      "(350, 500, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_b = 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'\n",
    "inf = BytesIO(base64.b64decode(img_b))\n",
    "img = Image.open(inf)\n",
    "print(type(img))\n",
    "img = np.asarray(img, dtype=np.uint8)\n",
    "plt.imshow(img)\n",
    "print(img.shape)\n",
    "type(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下图像的均值，这里图像像素值在0-255之间，神经网络里面，数据的值需要做一下归一化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:33.841063Z",
     "start_time": "2018-05-30T09:48:33.793587Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "171.61454476190477\n",
      "0.6729982147525674\n"
     ]
    }
   ],
   "source": [
    "print(img.mean())\n",
    "img = img/255\n",
    "print(img.mean())\n",
    "img = np.expand_dims(img, axis=0) # 将图像处理成为一个batch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实现一下卷积函数，这里filter为输入的卷积核的权重，其shape为**height x width x in_channels x out_channels**，也就是说，这里卷积核的个数是通过最后的**out_channels**反映出来的。stride我们定义一个标量，同时用于宽高。padding仿照tf，只取same和valid两个值，函数内部需要自动计算需要的padding。为了与tf的接口保持一致，数据输入也是四维的，第一维是batchsize，这里只有一张图片，所以是1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:25.813788Z",
     "start_time": "2018-05-30T09:49:25.765422Z"
    }
   },
   "outputs": [],
   "source": [
    "def conv2d(input, filter, stride, padding):\n",
    "    # batch x height x width x channels\n",
    "    in_s = input.shape\n",
    "    # height x width x in_channels x out_channels\n",
    "    f_s = filter.shape\n",
    "\n",
    "    assert len(in_s) == 4, 'input size rank 4 required!'\n",
    "    assert len(f_s) == 4, 'filter size rank 4 required!'\n",
    "    assert f_s[2] == in_s[3], 'intput channels not match filter channels.'\n",
    "    assert f_s[0] >= stride and f_s[1] >= stride, 'filter should not be less than stride!'\n",
    "    assert padding in [\n",
    "        'SAME', 'VALID'], 'padding value[{0}] not allowded!!'.format(padding)\n",
    "\n",
    "    if padding != 'VALID':\n",
    "        # 提示： 关于SAME和VALID的区别，请参考：https://www.tensorflow.org/api_docs/python/tf/nn/convolution\n",
    "        ##################\n",
    "        # Your code here #\n",
    "        ##################\n",
    "        input = temp\n",
    "        in_s = input.shape\n",
    "\n",
    "    out_shape = (np.array(in_s[1: 3]) -\n",
    "                 np.array(f_s[:2]))//stride + 1\n",
    "    out_shape = np.concatenate([in_s[:1], out_shape, f_s[-1:]])\n",
    "    output = np.zeros(out_shape)\n",
    "    ##################\n",
    "    # Your code here #\n",
    "    ##################\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "怎么验证上面的卷积函数是正确的呢？用tensorflow里面已经实现好的卷积函数进行同样的计算，结果相同即可认为上面的实现是正确的。需要注意的是，因为浮点型有精度的问题，所以比较的时候需要检查参差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:27.229074Z",
     "start_time": "2018-05-30T09:49:27.141426Z"
    }
   },
   "outputs": [],
   "source": [
    "# 先定义个计算图用于运行tf\n",
    "input_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='input')\n",
    "filter_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='filter')\n",
    "\n",
    "output_tensor1 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='SAME', strides=[1, 2, 2, 1])\n",
    "\n",
    "output_tensor2 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='VALID', strides=[1, 3, 3, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:38.333357Z",
     "start_time": "2018-05-30T09:49:38.280895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name 'temp' is not defined\n",
      "Your final score:[0]\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    final_score = 0  # 这个是最终得分\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 2, 'SAME')\n",
    "\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor1,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 1 passed...')\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 3, 'VALID')\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor2,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 2 passed...')\n",
    "except Exception as ex:\n",
    "    print(ex)\n",
    "\n",
    "print('Your final score:[{}]'.format(final_score))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，用我们自己做的卷积函数，执行几步卷积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:50:03.641983Z",
     "start_time": "2018-05-30T09:50:03.547648Z"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'conv2d' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-6cbfcfb4bd51>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mpadding1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'SAME'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mstride1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0moutput1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconv2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilter1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstride1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpadding1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# output 1 x 175 x 250 x 8\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'conv2d' is not defined"
     ]
    }
   ],
   "source": [
    "# input  1 x 350 x 500 x 3\n",
    "filter1 = np.random.uniform(size=[3, 3, 3, 8])\n",
    "padding1 = 'SAME'\n",
    "stride1 = 2\n",
    "output1 = conv2d(img, filter1, stride1, padding1)\n",
    "print(output1.shape)\n",
    "# output 1 x 175 x 250 x 8\n",
    "\n",
    "# input 1 x 175 x 250 x 8\n",
    "filter2 = np.random.uniform(size=[5, 5, 8, 16])\n",
    "padding2 = 'SAME'\n",
    "stride2 = 2\n",
    "output2 = conv2d(output1, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 88 x 125 x 16\n",
    "\n",
    "# input 1 x 88 x 125 x 16\n",
    "filter2 = np.random.uniform(size=[3, 3, 16, 24])\n",
    "padding2 = 'VALID'\n",
    "stride2 = 3\n",
    "output2 = conv2d(output2, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 29 x 41 x 24\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考一下，上面的shape数据是如何得出来的呢？"
   ]
  }
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